{"dataset":{"name":"Formatted accuracy of on-device speech recognition: punctuation and capitals counted","title":"Dictation Punctuation and Capitalization Accuracy","question":"How much editing does dictated text need for punctuation and capital letters, engine by engine and language by language?","url":"https://yapapp.cc/data/dictation-formatting-accuracy","measure":{"label":"Formatted error rate","unit":"percent","short":"%","decimals":2,"lowerIsBetter":true},"dimensions":[{"key":"engine","label":"Engine","values":["Parakeet TDT v3","Whisper large-v3-turbo","Apple SpeechTranscriber"]},{"key":"maker","label":"Maker"},{"key":"language","label":"Language","values":["English","German","French","Spanish","Italian","Portuguese","Russian","Ukrainian","Croatian","Slovenian","Latvian","Lithuanian","Estonian","Finnish","Swedish","Danish","Dutch","Polish","Czech","Slovak","Hungarian","Romanian","Bulgarian","Greek","Maltese"]},{"key":"plain","label":"Words only (WER)"}],"include":"Every engine and language of our FLEURS benchmark run once all 100 recordings of the language are scored.","exclude":"Languages an engine does not support (Apple's model covers six of them).","method":"The same transcripts as the word error rate, scored a second way: words keep their capitals and each sentence mark (. , ! ? ; :) is a token; errors are the edit distance to FLEURS's written reference sentence. Every transcript is in the run's full record.","limitations":"FLEURS sentences are read aloud from Wikipedia, with the source's punctuation; optional commas and style choices count as errors for every engine alike, so compare engines within a language rather than reading the number as the editing a person needs.","sources":0,"updated":"2026-10-19","license":"https://creativecommons.org/licenses/by/4.0/","credit":"Yap (2026). Formatted accuracy of on-device speech recognition: punctuation and capitals counted [Data set]. https://yapapp.cc/data/dictation-formatting-accuracy"},"rows":[{"row":"Parakeet TDT v3, Spanish","value":5.44,"low":null,"high":null,"as_written":"5.44","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Spanish","plain":2.79,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Spanish sentences by 5.44 errors per 100 tokens, against 2.79 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-es-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Italian","value":6.4,"low":null,"high":null,"as_written":"6.4","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Italian","plain":2.52,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Italian sentences by 6.40 errors per 100 tokens, against 2.52 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-it-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, German","value":7.06,"low":null,"high":null,"as_written":"7.06","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"German","plain":4.84,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written German sentences by 7.06 errors per 100 tokens, against 4.84 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-de-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Russian","value":7.37,"low":null,"high":null,"as_written":"7.37","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Russian","plain":4.74,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Russian sentences by 7.37 errors per 100 tokens, against 4.74 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-ru-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Portuguese","value":7.68,"low":null,"high":null,"as_written":"7.68","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Portuguese","plain":3.62,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Portuguese sentences by 7.68 errors per 100 tokens, against 3.62 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-pt-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, French","value":8.04,"low":null,"high":null,"as_written":"8.04","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"French","plain":5.29,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written French sentences by 8.04 errors per 100 tokens, against 5.29 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-fr-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, English","value":8.18,"low":null,"high":null,"as_written":"8.18","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"English","plain":4.48,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written English sentences by 8.18 errors per 100 tokens, against 4.48 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-en-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Dutch","value":8.42,"low":null,"high":null,"as_written":"8.42","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Dutch","plain":6.32,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Dutch sentences by 8.42 errors per 100 tokens, against 6.32 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-nl-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Ukrainian","value":9.91,"low":null,"high":null,"as_written":"9.91","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Ukrainian","plain":5.65,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Ukrainian sentences by 9.91 errors per 100 tokens, against 5.65 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-uk-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Slovak","value":10.29,"low":null,"high":null,"as_written":"10.29","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Slovak","plain":8.45,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Slovak sentences by 10.29 errors per 100 tokens, against 8.45 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-sk-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Polish","value":11.07,"low":null,"high":null,"as_written":"11.07","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Polish","plain":8.21,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Polish sentences by 11.07 errors per 100 tokens, against 8.21 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-pl-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Finnish","value":12.1,"low":null,"high":null,"as_written":"12.1","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Finnish","plain":10.11,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Finnish sentences by 12.10 errors per 100 tokens, against 10.11 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-fi-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Czech","value":12.75,"low":null,"high":null,"as_written":"12.75","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Czech","plain":10.44,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Czech sentences by 12.75 errors per 100 tokens, against 10.44 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-cs-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Romanian","value":12.93,"low":null,"high":null,"as_written":"12.93","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Romanian","plain":10,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Romanian sentences by 12.93 errors per 100 tokens, against 10.00 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-ro-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Swedish","value":14.74,"low":null,"high":null,"as_written":"14.74","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Swedish","plain":12.03,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Swedish sentences by 14.74 errors per 100 tokens, against 12.03 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-sv-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Estonian","value":15.29,"low":null,"high":null,"as_written":"15.29","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Estonian","plain":14.17,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Estonian sentences by 15.29 errors per 100 tokens, against 14.17 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-et-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Croatian","value":15.52,"low":null,"high":null,"as_written":"15.52","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Croatian","plain":12.44,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Croatian sentences by 15.52 errors per 100 tokens, against 12.44 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-hr-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Bulgarian","value":15.69,"low":null,"high":null,"as_written":"15.69","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Bulgarian","plain":13.42,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Bulgarian sentences by 15.69 errors per 100 tokens, against 13.42 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-bg-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Hungarian","value":16.56,"low":null,"high":null,"as_written":"16.56","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Hungarian","plain":14.09,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Hungarian sentences by 16.56 errors per 100 tokens, against 14.09 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-hu-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Danish","value":18.54,"low":null,"high":null,"as_written":"18.54","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Danish","plain":15.78,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Danish sentences by 18.54 errors per 100 tokens, against 15.78 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-da-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Latvian","value":18.62,"low":null,"high":null,"as_written":"18.62","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Latvian","plain":17.27,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Latvian sentences by 18.62 errors per 100 tokens, against 17.27 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-lv-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Lithuanian","value":20.07,"low":null,"high":null,"as_written":"20.07","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Lithuanian","plain":17.75,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Lithuanian sentences by 20.07 errors per 100 tokens, against 17.75 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-lt-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Slovenian","value":21.81,"low":null,"high":null,"as_written":"21.81","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Slovenian","plain":19.83,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Slovenian sentences by 21.81 errors per 100 tokens, against 19.83 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-sl-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Maltese","value":25.96,"low":null,"high":null,"as_written":"25.96","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Maltese","plain":22.02,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Maltese sentences by 25.96 errors per 100 tokens, against 22.02 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-mt-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Parakeet TDT v3, Greek","value":34.83,"low":null,"high":null,"as_written":"34.83","unit":"percent","engine":"Parakeet TDT v3","maker":"NVIDIA","language":"Greek","plain":31.66,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Parakeet TDT 0.6B v3's text differed from the written Greek sentences by 34.83 errors per 100 tokens, against 31.66 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-parakeet-el-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Spanish","value":5.68,"low":null,"high":null,"as_written":"5.68","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Spanish","plain":2.53,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Spanish sentences by 5.68 errors per 100 tokens, against 2.53 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-es-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Russian","value":6.13,"low":null,"high":null,"as_written":"6.13","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Russian","plain":4.59,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Russian sentences by 6.13 errors per 100 tokens, against 4.59 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-ru-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, German","value":7.1,"low":null,"high":null,"as_written":"7.1","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"German","plain":5.08,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written German sentences by 7.10 errors per 100 tokens, against 5.08 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-de-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Portuguese","value":7.45,"low":null,"high":null,"as_written":"7.45","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Portuguese","plain":3.28,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Portuguese sentences by 7.45 errors per 100 tokens, against 3.28 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-pt-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Italian","value":7.65,"low":null,"high":null,"as_written":"7.65","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Italian","plain":2.73,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Italian sentences by 7.65 errors per 100 tokens, against 2.73 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-it-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, English","value":7.71,"low":null,"high":null,"as_written":"7.71","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"English","plain":3.92,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written English sentences by 7.71 errors per 100 tokens, against 3.92 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-en-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Dutch","value":8.99,"low":null,"high":null,"as_written":"8.99","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Dutch","plain":6.59,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Dutch sentences by 8.99 errors per 100 tokens, against 6.59 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-nl-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, French","value":9.28,"low":null,"high":null,"as_written":"9.28","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"French","plain":6.62,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written French sentences by 9.28 errors per 100 tokens, against 6.62 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-fr-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Finnish","value":9.88,"low":null,"high":null,"as_written":"9.88","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Finnish","plain":7.73,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Finnish sentences by 9.88 errors per 100 tokens, against 7.73 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-fi-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Ukrainian","value":10.09,"low":null,"high":null,"as_written":"10.09","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Ukrainian","plain":6.83,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Ukrainian sentences by 10.09 errors per 100 tokens, against 6.83 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-uk-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Polish","value":10.48,"low":null,"high":null,"as_written":"10.48","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Polish","plain":7.7,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Polish sentences by 10.48 errors per 100 tokens, against 7.70 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-pl-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Slovak","value":12.58,"low":null,"high":null,"as_written":"12.58","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Slovak","plain":11.51,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Slovak sentences by 12.58 errors per 100 tokens, against 11.51 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-sk-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Swedish","value":12.94,"low":null,"high":null,"as_written":"12.94","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Swedish","plain":9.95,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Swedish sentences by 12.94 errors per 100 tokens, against 9.95 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-sv-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Czech","value":13.3,"low":null,"high":null,"as_written":"13.3","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Czech","plain":11.49,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Czech sentences by 13.30 errors per 100 tokens, against 11.49 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-cs-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Romanian","value":13.99,"low":null,"high":null,"as_written":"13.99","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Romanian","plain":11.79,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Romanian sentences by 13.99 errors per 100 tokens, against 11.79 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-ro-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Croatian","value":14.21,"low":null,"high":null,"as_written":"14.21","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Croatian","plain":11.34,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Croatian sentences by 14.21 errors per 100 tokens, against 11.34 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-hr-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Greek","value":16.1,"low":null,"high":null,"as_written":"16.1","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Greek","plain":11.96,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Greek sentences by 16.10 errors per 100 tokens, against 11.96 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-el-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Danish","value":16.9,"low":null,"high":null,"as_written":"16.9","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Danish","plain":14.57,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Danish sentences by 16.90 errors per 100 tokens, against 14.57 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-da-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Bulgarian","value":17.71,"low":null,"high":null,"as_written":"17.71","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Bulgarian","plain":15.87,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Bulgarian sentences by 17.71 errors per 100 tokens, against 15.87 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-bg-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Hungarian","value":19.28,"low":null,"high":null,"as_written":"19.28","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Hungarian","plain":17.21,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Hungarian sentences by 19.28 errors per 100 tokens, against 17.21 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-hu-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Latvian","value":20.35,"low":null,"high":null,"as_written":"20.35","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Latvian","plain":18.64,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Latvian sentences by 20.35 errors per 100 tokens, against 18.64 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-lv-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Estonian","value":20.52,"low":null,"high":null,"as_written":"20.52","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Estonian","plain":19.91,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Estonian sentences by 20.52 errors per 100 tokens, against 19.91 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-et-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Slovenian","value":25.26,"low":null,"high":null,"as_written":"25.26","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Slovenian","plain":23.51,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Slovenian sentences by 25.26 errors per 100 tokens, against 23.51 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-sl-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Lithuanian","value":26.71,"low":null,"high":null,"as_written":"26.71","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Lithuanian","plain":25.03,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Lithuanian sentences by 26.71 errors per 100 tokens, against 25.03 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-lt-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Whisper large-v3-turbo, Maltese","value":71.96,"low":null,"high":null,"as_written":"71.96","unit":"percent","engine":"Whisper large-v3-turbo","maker":"OpenAI","language":"Maltese","plain":72.35,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Whisper large-v3-turbo's text differed from the written Maltese sentences by 71.96 errors per 100 tokens, against 72.35 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-whisper-mt-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Apple SpeechTranscriber, French","value":10.34,"low":null,"high":null,"as_written":"10.34","unit":"percent","engine":"Apple SpeechTranscriber","maker":"Apple","language":"French","plain":6.59,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Apple SpeechTranscriber's text differed from the written French sentences by 10.34 errors per 100 tokens, against 6.59 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-apple-fr-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Apple SpeechTranscriber, Spanish","value":10.43,"low":null,"high":null,"as_written":"10.43","unit":"percent","engine":"Apple SpeechTranscriber","maker":"Apple","language":"Spanish","plain":4.3,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Apple SpeechTranscriber's text differed from the written Spanish sentences by 10.43 errors per 100 tokens, against 4.30 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-apple-es-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Apple SpeechTranscriber, German","value":10.55,"low":null,"high":null,"as_written":"10.55","unit":"percent","engine":"Apple SpeechTranscriber","maker":"Apple","language":"German","plain":6.87,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Apple SpeechTranscriber's text differed from the written German sentences by 10.55 errors per 100 tokens, against 6.87 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-apple-de-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Apple SpeechTranscriber, Italian","value":10.68,"low":null,"high":null,"as_written":"10.68","unit":"percent","engine":"Apple SpeechTranscriber","maker":"Apple","language":"Italian","plain":4.15,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Apple SpeechTranscriber's text differed from the written Italian sentences by 10.68 errors per 100 tokens, against 4.15 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-apple-it-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Apple SpeechTranscriber, English","value":11.1,"low":null,"high":null,"as_written":"11.1","unit":"percent","engine":"Apple SpeechTranscriber","maker":"Apple","language":"English","plain":6.73,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Apple SpeechTranscriber's text differed from the written English sentences by 11.10 errors per 100 tokens, against 6.73 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-apple-en-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"},{"row":"Apple SpeechTranscriber, Portuguese","value":100,"low":null,"high":null,"as_written":"100","unit":"percent","engine":"Apple SpeechTranscriber","maker":"Apple","language":"Portuguese","plain":100,"conversion":null,"claim":"In our October 2026 benchmark, counting punctuation and capital letters as a reader sees them, Apple SpeechTranscriber's text differed from the written Portuguese sentences by 100.00 errors per 100 tokens, against 100.00 for the words alone.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-fleurs-2026-10-apple-pt-fer","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-19"}]}